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  1. SGDRegressor — scikit-learn 1.8.0 documen...

    <= 1. l1_ratio=0 corresponds to L2 penalty, l1_ratio=1 to L1....passive-aggressive algorithm 1, see [1] . Only with loss='epsilon_insensitive'...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDRegressor.html
    Mon Dec 29 13:14:48 GMT 2025
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  2. RandomForestClassifier — scikit-learn 1.8...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...instead of [{1:1}, {2:5}, {3:1}, {4:1}]. The “balanced” mode uses...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html
    Mon Dec 29 13:14:48 GMT 2025
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  3. RFECV — scikit-learn 1.8.0 documentation

    ranking_ array([1, 1, 1, 1, 1, 6, 4, 3, 2, 5]) For a detailed...estimator , * , step = 1 , min_features_to_select = 1 , cv = None , scoring...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFECV.html
    Mon Dec 29 13:14:49 GMT 2025
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  4. RegressorChain — scikit-learn 1.8.0 docum...

    = [[ 1 , 0 ], [ 0 , 1 ], [ 1 , 1 ]], [[ 0 , 2 ], [ 1 , 1 ], [...order = [ 0 , 1 , 2 , ... , Y . shape [ 1 ] - 1 ] The order of...
    scikit-learn.org/stable/modules/generated/sklearn.multioutput.RegressorChain.html
    Mon Dec 29 13:14:48 GMT 2025
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  5. SGDOneClassSVM — scikit-learn 1.8.0 docum...

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...deprecated in version 1.8 and will raise an error in 1.10. Use values...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDOneClassSVM.html
    Mon Dec 29 13:14:48 GMT 2025
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  6. robust_scale — scikit-learn 1.8.0 documen...

    independently array([[-1., 1., 1.], [ 1., -1., -1.]]) >>>...>>> X = [[ - 2 , 1 , 2 ], [ - 1 , 0 , 1 ]] >>> robust_scale...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.robust_scale.html
    Mon Dec 29 13:14:48 GMT 2025
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  7. smacof — scikit-learn 1.8.0 documentation

    n_iter will change from 8 to 1 in version 1.9. n_jobs int, default=None...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.smacof.html
    Mon Dec 29 13:14:48 GMT 2025
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  8. multilabel_confusion_matrix — scikit-lear...

    array([[[1, 0], [0, 1]], [[1, 0], [0, 1]], [[0, 1], [1, 0]]]) Multiclass...array([[[3, 1], [0, 2]], [[5, 0], [1, 0]], [[2, 1], [1, 2]]]) On...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.multilabel_confusion_matrix.html
    Mon Dec 29 13:14:49 GMT 2025
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  9. confusion_matrix_at_thresholds — scikit-l...

    1., 1., 0.]) >>> fps array([0., 1., 1., 2.])...array([1., 1., 0., 0.]) >>> tps array([1., 1., 2., 2.])...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix_at_thresholds.html
    Mon Dec 29 13:14:49 GMT 2025
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  10. jaccard_score — scikit-learn 1.8.0 docume...

    1 , 1 ], ... [ 1 , 1 , 0 ]]) >>>...y_pred = np . array ([[ 1 , 1 , 1 ], ... [ 1 , 0 , 0 ]]) In the binary...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.jaccard_score.html
    Mon Dec 29 13:14:48 GMT 2025
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